MétaCan
Menu
Back to cohort
Record W3006271406 · doi:10.4000/books.pccj.370

1. Grecs et indigènes dans le territoire de Marseille

2010· book-chapter· fr· W3006271406 on OpenAlexaff
Loup Bernard, Sophie Bouffier, Henri Tréziny

Bibliographic record

Venuenot available
Typebook-chapter
Languagefr
FieldArts and Humanities
TopicAncient Mediterranean Archaeology and History
Canadian institutionsCanadian Heritage
Fundersnot available
KeywordsArtHumanities

Abstract

fetched live from OpenAlex

Selon les sources littéraires, les Grecs qui fondent Marseille vers 600 le font en accord avec des populations indigènes qui devaient habiter à quelques kilomètres de la nouvelle ville, peut-être dans la vallée de l’Huveaune. Très vite cependant durent éclater des conflits pour le contrôle des terres agricoles, ce qui explique sans doute l’apparition, puis la disparition de sites fortifiés indigènes à une dizaine de kilomètre de la cité grecque. La situation est sans doute comparable au IIIe s. av. J.-C., comme en témoigne le site du Verduron, détruit vers 200 av. J.-C.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.133
Threshold uncertainty score0.264

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0040.004
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.024
GPT teacher head0.210
Teacher spread0.187 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2010
Admission routes1
Has abstractyes

Explore more

Same topicAncient Mediterranean Archaeology and HistoryFrench-language works237,207